Data Embedding
Taylor Arnold
library(readr)
library(ggplot2)
library(dplyr)
library(methods)
library(stringi)
library(keras)
library(xgboost)So, the firs thing that we wanted to do was go ahead and read in our model from resnet50. We are using this model because it is extremely deep with many dozens of layers and millions of tunable parameters. It will provide a strong model for our neural network.
resnet50 <- application_resnet50(weights = 'imagenet', include_top = TRUE)
model_embed <- keras_model(inputs = resnet50$input,
outputs = get_layer(resnet50, 'avg_pool')$output)Next, we wanted to pick a corpus that was both broad, with many different classes, and with many images per class. The Caltech-UCSD Birds image set provided this with 200 different classes of birds from the Black Footed Albatross to the common Cardinal. This image set was interesting to work with due to this large depth of variability in both color and size and provided a unique opportunity to test our neural network against a large class set with many common traits from class to class. Additionally, withe 200 classes, any model that chose the right bird above a probability of 0.005 is better than a random guess.
input_dir <- "Birds"
image_paths <- dir(input_dir, recursive = TRUE)
ext <- stri_match(image_paths, regex = "\\.([A-Za-z]+$)")[,2]
image_paths <- image_paths[stri_trans_tolower(ext) %in% c("jpg", "png", "jpeg")]
print(sprintf("You have a total of %d images in the corpus.", length(image_paths)))## [1] "You have a total of 11788 images in the corpus."Myself, being a programming novice, wanted to ensure that the image path to get the Birds pictures was working. So, I experimented around with mapping to an arbitrary yellow breasted chat.
image_path <- "Birds/020.Yellow_breasted_Chat/Yellow_Breasted_Chat_0102_21696.jpg"
image <- image_load(image_path, target_size = c(224,224))
image <- image_to_array(image)
image <- array_reshape(image, c(1, dim(image)))
dim(image)## [1] 1 224 224 3par(mar = rep(0, 4L))
plot(0,0,xlim=c(0,1),ylim=c(0,1),axes= FALSE, type = "n", asp=1)
rasterImage(image[1,,,] / 255,0,0,1,1)
Nothing special here, we just went ahead and extracted the images into the class_vector.
# you may need to change this:
class_vector <- dirname(image_paths)
# check that the classes look correct (should show
# all of the class names and how many images are in
# in each class)
cbind(table(class_vector))## [,1]
## 001.Black_footed_Albatross 60
## 002.Laysan_Albatross 60
## 003.Sooty_Albatross 58
## 004.Groove_billed_Ani 60
## 005.Crested_Auklet 44
## 006.Least_Auklet 41
## 007.Parakeet_Auklet 53
## 008.Rhinoceros_Auklet 48
## 009.Brewer_Blackbird 59
## 010.Red_winged_Blackbird 60
## 011.Rusty_Blackbird 60
## 012.Yellow_headed_Blackbird 56
## 013.Bobolink 60
## 014.Indigo_Bunting 60
## 015.Lazuli_Bunting 58
## 016.Painted_Bunting 58
## 017.Cardinal 57
## 018.Spotted_Catbird 45
## 019.Gray_Catbird 59
## 020.Yellow_breasted_Chat 59
## 021.Eastern_Towhee 60
## 022.Chuck_will_Widow 56
## 023.Brandt_Cormorant 59
## 024.Red_faced_Cormorant 52
## 025.Pelagic_Cormorant 60
## 026.Bronzed_Cowbird 60
## 027.Shiny_Cowbird 60
## 028.Brown_Creeper 59
## 029.American_Crow 60
## 030.Fish_Crow 60
## 031.Black_billed_Cuckoo 60
## 032.Mangrove_Cuckoo 53
## 033.Yellow_billed_Cuckoo 59
## 034.Gray_crowned_Rosy_Finch 59
## 035.Purple_Finch 60
## 036.Northern_Flicker 60
## 037.Acadian_Flycatcher 59
## 038.Great_Crested_Flycatcher 60
## 039.Least_Flycatcher 59
## 040.Olive_sided_Flycatcher 60
## 041.Scissor_tailed_Flycatcher 60
## 042.Vermilion_Flycatcher 60
## 043.Yellow_bellied_Flycatcher 59
## 044.Frigatebird 60
## 045.Northern_Fulmar 60
## 046.Gadwall 60
## 047.American_Goldfinch 60
## 048.European_Goldfinch 60
## 049.Boat_tailed_Grackle 60
## 050.Eared_Grebe 60
## 051.Horned_Grebe 60
## 052.Pied_billed_Grebe 60
## 053.Western_Grebe 60
## 054.Blue_Grosbeak 60
## 055.Evening_Grosbeak 60
## 056.Pine_Grosbeak 60
## 057.Rose_breasted_Grosbeak 60
## 058.Pigeon_Guillemot 58
## 059.California_Gull 60
## 060.Glaucous_winged_Gull 59
## 061.Heermann_Gull 60
## 062.Herring_Gull 60
## 063.Ivory_Gull 60
## 064.Ring_billed_Gull 60
## 065.Slaty_backed_Gull 50
## 066.Western_Gull 60
## 067.Anna_Hummingbird 60
## 068.Ruby_throated_Hummingbird 60
## 069.Rufous_Hummingbird 60
## 070.Green_Violetear 60
## 071.Long_tailed_Jaeger 60
## 072.Pomarine_Jaeger 60
## 073.Blue_Jay 60
## 074.Florida_Jay 60
## 075.Green_Jay 57
## 076.Dark_eyed_Junco 60
## 077.Tropical_Kingbird 60
## 078.Gray_Kingbird 59
## 079.Belted_Kingfisher 60
## 080.Green_Kingfisher 60
## 081.Pied_Kingfisher 60
## 082.Ringed_Kingfisher 60
## 083.White_breasted_Kingfisher 60
## 084.Red_legged_Kittiwake 53
## 085.Horned_Lark 60
## 086.Pacific_Loon 60
## 087.Mallard 60
## 088.Western_Meadowlark 60
## 089.Hooded_Merganser 60
## 090.Red_breasted_Merganser 60
## 091.Mockingbird 60
## 092.Nighthawk 60
## 093.Clark_Nutcracker 60
## 094.White_breasted_Nuthatch 60
## 095.Baltimore_Oriole 60
## 096.Hooded_Oriole 60
## 097.Orchard_Oriole 59
## 098.Scott_Oriole 60
## 099.Ovenbird 60
## 100.Brown_Pelican 60
## 101.White_Pelican 50
## 102.Western_Wood_Pewee 60
## 103.Sayornis 60
## 104.American_Pipit 60
## 105.Whip_poor_Will 49
## 106.Horned_Puffin 60
## 107.Common_Raven 59
## 108.White_necked_Raven 60
## 109.American_Redstart 60
## 110.Geococcyx 60
## 111.Loggerhead_Shrike 60
## 112.Great_Grey_Shrike 60
## 113.Baird_Sparrow 50
## 114.Black_throated_Sparrow 60
## 115.Brewer_Sparrow 59
## 116.Chipping_Sparrow 60
## 117.Clay_colored_Sparrow 59
## 118.House_Sparrow 60
## 119.Field_Sparrow 59
## 120.Fox_Sparrow 60
## 121.Grasshopper_Sparrow 60
## 122.Harris_Sparrow 60
## 123.Henslow_Sparrow 60
## 124.Le_Conte_Sparrow 59
## 125.Lincoln_Sparrow 59
## 126.Nelson_Sharp_tailed_Sparrow 59
## 127.Savannah_Sparrow 60
## 128.Seaside_Sparrow 60
## 129.Song_Sparrow 60
## 130.Tree_Sparrow 60
## 131.Vesper_Sparrow 60
## 132.White_crowned_Sparrow 60
## 133.White_throated_Sparrow 60
## 134.Cape_Glossy_Starling 60
## 135.Bank_Swallow 59
## 136.Barn_Swallow 60
## 137.Cliff_Swallow 60
## 138.Tree_Swallow 60
## 139.Scarlet_Tanager 60
## 140.Summer_Tanager 60
## 141.Artic_Tern 58
## 142.Black_Tern 60
## 143.Caspian_Tern 60
## 144.Common_Tern 60
## 145.Elegant_Tern 60
## 146.Forsters_Tern 60
## 147.Least_Tern 60
## 148.Green_tailed_Towhee 60
## 149.Brown_Thrasher 59
## 150.Sage_Thrasher 60
## 151.Black_capped_Vireo 51
## 152.Blue_headed_Vireo 60
## 153.Philadelphia_Vireo 59
## 154.Red_eyed_Vireo 60
## 155.Warbling_Vireo 60
## 156.White_eyed_Vireo 60
## 157.Yellow_throated_Vireo 59
## 158.Bay_breasted_Warbler 60
## 159.Black_and_white_Warbler 60
## 160.Black_throated_Blue_Warbler 59
## 161.Blue_winged_Warbler 60
## 162.Canada_Warbler 60
## 163.Cape_May_Warbler 60
## 164.Cerulean_Warbler 60
## 165.Chestnut_sided_Warbler 60
## 166.Golden_winged_Warbler 59
## 167.Hooded_Warbler 60
## 168.Kentucky_Warbler 59
## 169.Magnolia_Warbler 59
## 170.Mourning_Warbler 60
## 171.Myrtle_Warbler 60
## 172.Nashville_Warbler 60
## 173.Orange_crowned_Warbler 60
## 174.Palm_Warbler 60
## 175.Pine_Warbler 60
## 176.Prairie_Warbler 60
## 177.Prothonotary_Warbler 60
## 178.Swainson_Warbler 56
## 179.Tennessee_Warbler 59
## 180.Wilson_Warbler 60
## 181.Worm_eating_Warbler 59
## 182.Yellow_Warbler 60
## 183.Northern_Waterthrush 60
## 184.Louisiana_Waterthrush 60
## 185.Bohemian_Waxwing 60
## 186.Cedar_Waxwing 60
## 187.American_Three_toed_Woodpecker 50
## 188.Pileated_Woodpecker 60
## 189.Red_bellied_Woodpecker 60
## 190.Red_cockaded_Woodpecker 58
## 191.Red_headed_Woodpecker 60
## 192.Downy_Woodpecker 60
## 193.Bewick_Wren 60
## 194.Cactus_Wren 60
## 195.Carolina_Wren 60
## 196.House_Wren 59
## 197.Marsh_Wren 60
## 198.Rock_Wren 60
## 199.Winter_Wren 60
## 200.Common_Yellowthroat 60Once again, we are just partitioning our data into 60% training data and 40% validation data. We tried a couple other values but things became either over or under fit on the training data which resulted in worse predictions. Additionally, we assumed everyone else would stick to a 60:40 split so we opted against being trendy for the sake of an apples to apples comparison with our fellow classmates.
# shuffle the input in a consistent way
set.seed(1)
if (length(class_vector) != length(image_paths)) stop("Something is very wrong!")
index <- sample(seq_along(class_vector))
image_paths <- image_paths[index]
class_vector <- class_vector[index]
# create training ids (this makes a 60/40 split, change 0.6 to modify this)
# it uses some fancier logic to make sure that the split is even
set.seed(1)
class_num <- as.numeric(factor(class_vector)) - 1L
vals <- runif(length(class_num))
coffs <- tapply(vals, class_num, quantile, probs = 0.6)
train_id <- if_else(vals <= coffs[class_num + 1], "train", "valid")
# create metadata dataset
img_data <- tibble(obs_id = sprintf("id_%06d", seq_along(class_vector)),
train_id = train_id,
class = class_num,
class_name = class_vector,
path_to_image = file.path(input_dir, image_paths))
# save the dataset as a csv file
write_csv(img_data, "my-image-data.csv")
# print out table of training and validation samples in each class
table(img_data$class_name, img_data$train_id)##
## train valid
## 001.Black_footed_Albatross 36 24
## 002.Laysan_Albatross 36 24
## 003.Sooty_Albatross 35 23
## 004.Groove_billed_Ani 36 24
## 005.Crested_Auklet 26 18
## 006.Least_Auklet 25 16
## 007.Parakeet_Auklet 32 21
## 008.Rhinoceros_Auklet 29 19
## 009.Brewer_Blackbird 35 24
## 010.Red_winged_Blackbird 36 24
## 011.Rusty_Blackbird 36 24
## 012.Yellow_headed_Blackbird 34 22
## 013.Bobolink 36 24
## 014.Indigo_Bunting 36 24
## 015.Lazuli_Bunting 35 23
## 016.Painted_Bunting 35 23
## 017.Cardinal 34 23
## 018.Spotted_Catbird 27 18
## 019.Gray_Catbird 35 24
## 020.Yellow_breasted_Chat 35 24
## 021.Eastern_Towhee 36 24
## 022.Chuck_will_Widow 34 22
## 023.Brandt_Cormorant 35 24
## 024.Red_faced_Cormorant 31 21
## 025.Pelagic_Cormorant 36 24
## 026.Bronzed_Cowbird 36 24
## 027.Shiny_Cowbird 36 24
## 028.Brown_Creeper 35 24
## 029.American_Crow 36 24
## 030.Fish_Crow 36 24
## 031.Black_billed_Cuckoo 36 24
## 032.Mangrove_Cuckoo 32 21
## 033.Yellow_billed_Cuckoo 35 24
## 034.Gray_crowned_Rosy_Finch 35 24
## 035.Purple_Finch 36 24
## 036.Northern_Flicker 36 24
## 037.Acadian_Flycatcher 35 24
## 038.Great_Crested_Flycatcher 36 24
## 039.Least_Flycatcher 35 24
## 040.Olive_sided_Flycatcher 36 24
## 041.Scissor_tailed_Flycatcher 36 24
## 042.Vermilion_Flycatcher 36 24
## 043.Yellow_bellied_Flycatcher 35 24
## 044.Frigatebird 36 24
## 045.Northern_Fulmar 36 24
## 046.Gadwall 36 24
## 047.American_Goldfinch 36 24
## 048.European_Goldfinch 36 24
## 049.Boat_tailed_Grackle 36 24
## 050.Eared_Grebe 36 24
## 051.Horned_Grebe 36 24
## 052.Pied_billed_Grebe 36 24
## 053.Western_Grebe 36 24
## 054.Blue_Grosbeak 36 24
## 055.Evening_Grosbeak 36 24
## 056.Pine_Grosbeak 36 24
## 057.Rose_breasted_Grosbeak 36 24
## 058.Pigeon_Guillemot 35 23
## 059.California_Gull 36 24
## 060.Glaucous_winged_Gull 35 24
## 061.Heermann_Gull 36 24
## 062.Herring_Gull 36 24
## 063.Ivory_Gull 36 24
## 064.Ring_billed_Gull 36 24
## 065.Slaty_backed_Gull 30 20
## 066.Western_Gull 36 24
## 067.Anna_Hummingbird 36 24
## 068.Ruby_throated_Hummingbird 36 24
## 069.Rufous_Hummingbird 36 24
## 070.Green_Violetear 36 24
## 071.Long_tailed_Jaeger 36 24
## 072.Pomarine_Jaeger 36 24
## 073.Blue_Jay 36 24
## 074.Florida_Jay 36 24
## 075.Green_Jay 34 23
## 076.Dark_eyed_Junco 36 24
## 077.Tropical_Kingbird 36 24
## 078.Gray_Kingbird 35 24
## 079.Belted_Kingfisher 36 24
## 080.Green_Kingfisher 36 24
## 081.Pied_Kingfisher 36 24
## 082.Ringed_Kingfisher 36 24
## 083.White_breasted_Kingfisher 36 24
## 084.Red_legged_Kittiwake 32 21
## 085.Horned_Lark 36 24
## 086.Pacific_Loon 36 24
## 087.Mallard 36 24
## 088.Western_Meadowlark 36 24
## 089.Hooded_Merganser 36 24
## 090.Red_breasted_Merganser 36 24
## 091.Mockingbird 36 24
## 092.Nighthawk 36 24
## 093.Clark_Nutcracker 36 24
## 094.White_breasted_Nuthatch 36 24
## 095.Baltimore_Oriole 36 24
## 096.Hooded_Oriole 36 24
## 097.Orchard_Oriole 35 24
## 098.Scott_Oriole 36 24
## 099.Ovenbird 36 24
## 100.Brown_Pelican 36 24
## 101.White_Pelican 30 20
## 102.Western_Wood_Pewee 36 24
## 103.Sayornis 36 24
## 104.American_Pipit 36 24
## 105.Whip_poor_Will 29 20
## 106.Horned_Puffin 36 24
## 107.Common_Raven 35 24
## 108.White_necked_Raven 36 24
## 109.American_Redstart 36 24
## 110.Geococcyx 36 24
## 111.Loggerhead_Shrike 36 24
## 112.Great_Grey_Shrike 36 24
## 113.Baird_Sparrow 30 20
## 114.Black_throated_Sparrow 36 24
## 115.Brewer_Sparrow 35 24
## 116.Chipping_Sparrow 36 24
## 117.Clay_colored_Sparrow 35 24
## 118.House_Sparrow 36 24
## 119.Field_Sparrow 35 24
## 120.Fox_Sparrow 36 24
## 121.Grasshopper_Sparrow 36 24
## 122.Harris_Sparrow 36 24
## 123.Henslow_Sparrow 36 24
## 124.Le_Conte_Sparrow 35 24
## 125.Lincoln_Sparrow 35 24
## 126.Nelson_Sharp_tailed_Sparrow 35 24
## 127.Savannah_Sparrow 36 24
## 128.Seaside_Sparrow 36 24
## 129.Song_Sparrow 36 24
## 130.Tree_Sparrow 36 24
## 131.Vesper_Sparrow 36 24
## 132.White_crowned_Sparrow 36 24
## 133.White_throated_Sparrow 36 24
## 134.Cape_Glossy_Starling 36 24
## 135.Bank_Swallow 35 24
## 136.Barn_Swallow 36 24
## 137.Cliff_Swallow 36 24
## 138.Tree_Swallow 36 24
## 139.Scarlet_Tanager 36 24
## 140.Summer_Tanager 36 24
## 141.Artic_Tern 35 23
## 142.Black_Tern 36 24
## 143.Caspian_Tern 36 24
## 144.Common_Tern 36 24
## 145.Elegant_Tern 36 24
## 146.Forsters_Tern 36 24
## 147.Least_Tern 36 24
## 148.Green_tailed_Towhee 36 24
## 149.Brown_Thrasher 35 24
## 150.Sage_Thrasher 36 24
## 151.Black_capped_Vireo 31 20
## 152.Blue_headed_Vireo 36 24
## 153.Philadelphia_Vireo 35 24
## 154.Red_eyed_Vireo 36 24
## 155.Warbling_Vireo 36 24
## 156.White_eyed_Vireo 36 24
## 157.Yellow_throated_Vireo 35 24
## 158.Bay_breasted_Warbler 36 24
## 159.Black_and_white_Warbler 36 24
## 160.Black_throated_Blue_Warbler 35 24
## 161.Blue_winged_Warbler 36 24
## 162.Canada_Warbler 36 24
## 163.Cape_May_Warbler 36 24
## 164.Cerulean_Warbler 36 24
## 165.Chestnut_sided_Warbler 36 24
## 166.Golden_winged_Warbler 35 24
## 167.Hooded_Warbler 36 24
## 168.Kentucky_Warbler 35 24
## 169.Magnolia_Warbler 35 24
## 170.Mourning_Warbler 36 24
## 171.Myrtle_Warbler 36 24
## 172.Nashville_Warbler 36 24
## 173.Orange_crowned_Warbler 36 24
## 174.Palm_Warbler 36 24
## 175.Pine_Warbler 36 24
## 176.Prairie_Warbler 36 24
## 177.Prothonotary_Warbler 36 24
## 178.Swainson_Warbler 34 22
## 179.Tennessee_Warbler 35 24
## 180.Wilson_Warbler 36 24
## 181.Worm_eating_Warbler 35 24
## 182.Yellow_Warbler 36 24
## 183.Northern_Waterthrush 36 24
## 184.Louisiana_Waterthrush 36 24
## 185.Bohemian_Waxwing 36 24
## 186.Cedar_Waxwing 36 24
## 187.American_Three_toed_Woodpecker 30 20
## 188.Pileated_Woodpecker 36 24
## 189.Red_bellied_Woodpecker 36 24
## 190.Red_cockaded_Woodpecker 35 23
## 191.Red_headed_Woodpecker 36 24
## 192.Downy_Woodpecker 36 24
## 193.Bewick_Wren 36 24
## 194.Cactus_Wren 36 24
## 195.Carolina_Wren 36 24
## 196.House_Wren 35 24
## 197.Marsh_Wren 36 24
## 198.Rock_Wren 36 24
## 199.Winter_Wren 36 24
## 200.Common_Yellowthroat 36 24Unfortunately, my computer had problems embedding such a large image set. It either claimed to have embedded the whole set when in reality it did not or it got to the very last batch, finished, and then I would get the pinwheel of death until I was had to force quit the program. So, Dr. Arnold graciously embedded it for us on his more powerful computer and gave us the .rds file that we needed. We included the lines of code that we WOULD have run if he had not done so.
#num_cols <- model_embed$output_shape[[length(model_embed$output_shape)]]
#X <- matrix(NA_real_, nrow = nrow(img_data), ncol = as.numeric(num_cols))Now, simply cycle through batches of the data, embed each batch, and save each batch in X.
```{r}
this will load the data in 5 batches; make the number large enough so that you do not run into memory issues num_batch <- 5 batch_id <- sample(seq_len(num_batch), nrow(img_data), replace=TRUE)
input_shape <- unlist(model_embed\(input_shape)[1:2] for (j in seq_len(num_batch)) { print(sprintf("Processing batch %d of %d", j, num_batch)) these <- which(batch_id == j) unlist(model_embed\)input_shape)
Z <- array(0, dim = c(length(these), input_shape, 3)) for (i in seq_along(these)) { pt <- img_data$path_to_image[these[i]] image <- image_to_array(image_load(pt, target_size = input_shape)) Z[i,,,] <- array_reshape(image, c(1, c(input_shape, 3))) } X_temp <- predict(model_embed, x = imagenet_preprocess_input(Z), verbose = TRUE) X[these,] <- array(X_temp, dim = c(length(these), ncol(X))) } #```
Then, you can save X as binary file on your computer:
{r} write_rds(X, "my-image-embed.rds") #
This is where we loaded in Dr. Arnold’s .rds file. It worked like a charm.
X <- read_rds("my-image-embed.rds")Sanity check
Now that we have the embedding it was time to run our neural network. We first took our image data and created our X_train and y_train components. The y_train is a one hot encoding of the classes indicating which class that it is.
X_train <- X[img_data$train_id == "train",]
y_train <- to_categorical(img_data$class[img_data$train_id == "train"])We experimented with several different models. The first model that we created had only 256 units with 2 layers. Despite giving good results (~27% accuracy) we wanted to try out other models. We first added another layer to our network and noticed that the accuracy actually went down and it also took longer to run. So this proved to be a bad strategy. We tried adding another layer (4 in total) and this also decreased accuracy. We were surprised by this but we went back to our two layer model for future model creation. We then increased the number of units in our neural network from 256 to 512, noting that our accuracy increased. So, we decided to increase the number of units to 1024 which gave us our best results of ~63% accuracy. We felt that this gave a good trade off between computing time and accuracy. The data was generally overfit and matched the training data with an accuracy of about 99%. However, the 63% accuracy that we accomplished is well above anything else that we predicted which was favorable.
num_units <- 1024
model <- keras_model_sequential()
model %>%
layer_dense(units = num_units, input_shape = ncol(X_train)) %>%
layer_activation(activation = "relu") %>%
layer_dropout(rate = 0.5) %>%
layer_dense(units = num_units) %>%
layer_activation(activation = "relu") %>%
layer_dropout(rate = 0.5) %>%
layer_dense(units = ncol(y_train)) %>%
layer_activation(activation = "softmax")
model %>% compile(loss = 'categorical_crossentropy',
optimizer = optimizer_rmsprop(lr = 0.001 / 2),
metrics = c('accuracy'))
history <- model %>%
fit(X_train, y_train, epochs = 25)
y_pred <- predict_classes(model, X)
tapply(img_data$class == y_pred, img_data$train_id, mean)## train valid
## 0.9895229 0.6228571Get probabilities and names:
y_probs <- predict(model, X)
y_pred <- apply(y_probs, 1, which.max) - 1L
y_pred_name <- sort(unique(class_vector))[y_pred + 1L]Confusion Matrix
The confusion matrix showed that we generally had good resuls. However, as the number of classes was so large, we did not have the screen space to display the entire matrix. So, although lots of data is shown, only the first part of the matrix shows relevant data. While we were overwhelming accurate at predicting the class of the bird as noted by the large numbers on the diagonal, the occasional misclassifications added up and resulted in our ~37% misclassification rate.
library(forcats)
lvl <- sort(unique(img_data$class_name))
class_name <- unique(img_data$class_name)
table(value = img_data$class_name, y_pred, train_id)## , , train_id = train
##
## y_pred
## value 0 1 2 3 4 5 6 7 8 9 10 11
## 001.Black_footed_Albatross 36 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 36 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 35 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 36 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 26 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 25 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 32 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 29 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 34 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 35 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 36 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 34
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 1 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 1 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 12 13 14 15 16 17 18 19 20 21 22 23
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 36 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 36 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 35 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 34 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 34 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 27 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 35 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 35 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 36 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 34 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 35 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 31
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 1 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 1 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 24 25 26 27 28 29 30 31 32 33 34 35
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 1 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 1 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 36 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 36 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 35 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 34 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 36 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 36 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 35 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 32 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 1 33 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 35 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 36 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 36
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 36 37 38 39 40 41 42 43 44 45 46 47
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 34 0 0 0 0 0 1 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 36 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 1 0 34 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 36 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 36 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 36 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 1 0 0 0 0 33 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 36 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 36 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 36 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 36 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 36
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 1 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 1 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 48 49 50 51 52 53 54 55 56 57 58 59
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 36 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 36 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 36 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 36 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 36 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 36 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 36 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 36 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 36 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 35 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 34 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 35
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 60 61 62 63 64 65 66 67 68 69 70 71
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 1 0 0 0 0 1 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 36 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 36 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 36 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 36 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 30 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 36 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 35 0 1 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 36 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 36 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 36 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 36 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 1 35
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 72 73 74 75 76 77 78 79 80 81 82 83
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 1 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 36 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 36 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 34 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 36 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 36 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 35 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 36 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 36 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 36 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 36 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 36 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 32
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 1 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 1 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 84 85 86 87 88 89 90 91 92 93 94 95
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 36 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 36 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 36 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 36 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 35 1 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 36 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 36 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 35 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 36 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 36 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 36 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 36
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 1 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 1
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 96 97 98 99 100 101 102 103 104 105
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 1 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 1 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 35 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 36 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 36 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 36 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 30 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 35 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 36 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 36 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 28 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 36
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 2 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 106 107 108 109 110 111 112 113 114
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 34 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 36 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 35 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 36 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 36 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 36 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 29 0 0
## 114.Black_throated_Sparrow 0 0 0 0 1 1 0 33 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 35
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 1
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 1 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 115 116 117 118 119 120 121 122 123
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 1 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 32 0 0 1 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 34 0 0 0 1 0 0 0
## 118.House_Sparrow 0 0 36 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 35 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 36 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 35 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 36 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 36 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 32
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 1 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 124 125 126 127 128 129 130 131 132
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 1 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 1 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 3 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 34 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 35 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 33 0 0 0 1 0 0
## 128.Seaside_Sparrow 0 0 0 35 1 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 36 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 36 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 33 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 36 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 36
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 133 134 135 136 137 138 139 140 141
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 1 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 36 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 35 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 36 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 36 0 0 0 0 0
## 138.Tree_Swallow 0 1 0 0 35 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 36 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 36 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 35 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 36
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 142 143 144 145 146 147 148 149 150
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 1 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 34 1 1 0 0 0 0 0 0
## 144.Common_Tern 0 35 0 1 0 0 0 0 0
## 145.Elegant_Tern 0 0 36 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 36 0 0 0 0 0
## 147.Least_Tern 0 0 1 0 34 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 36 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 35 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 36 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 31
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 151 152 153 154 155 156 157 158 159
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 1 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 1 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 35 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 33 0 0 0 2 0 0 0
## 154.Red_eyed_Vireo 0 0 36 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 36 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 36 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 35 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 36 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 36 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 35
## 161.Blue_winged_Warbler 0 0 0 0 0 1 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 2 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 1 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 1 0 2 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 160 161 162 163 164 165 166 167 168
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 35 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 36 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 36 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 36 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 36 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 35 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 32 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 35 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 33
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 169 170 171 172 173 174 175 176 177
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 1 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 1 0 0 0 1 0 0
## 170.Mourning_Warbler 36 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 36 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 36 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 35 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 35 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 35 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 36 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 36 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 34
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 178 179 180 181 182 183 184 185 186
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 1 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 1 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 32 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 36 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 35 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 36 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 30 6 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 36 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 36 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 36 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 30
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 187 188 189 190 191 192 193 194 195
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 1
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 36 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 36 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 35 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 36 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 36 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 34 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 36 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 35 1
## 196.House_Wren 0 0 0 0 0 0 0 0 35
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 196 197 198 199
## 001.Black_footed_Albatross 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0
## 005.Crested_Auklet 0 0 0 0
## 006.Least_Auklet 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0
## 013.Bobolink 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0
## 016.Painted_Bunting 0 0 0 0
## 017.Cardinal 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0
## 019.Gray_Catbird 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0
## 028.Brown_Creeper 0 0 0 0
## 029.American_Crow 0 0 0 0
## 030.Fish_Crow 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0
## 035.Purple_Finch 0 0 0 0
## 036.Northern_Flicker 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0
## 044.Frigatebird 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0
## 046.Gadwall 0 0 0 0
## 047.American_Goldfinch 0 0 0 0
## 048.European_Goldfinch 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0
## 050.Eared_Grebe 0 0 0 0
## 051.Horned_Grebe 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0
## 053.Western_Grebe 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0
## 059.California_Gull 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0
## 061.Heermann_Gull 0 0 0 0
## 062.Herring_Gull 0 0 0 0
## 063.Ivory_Gull 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0
## 066.Western_Gull 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0
## 070.Green_Violetear 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0
## 073.Blue_Jay 0 0 0 0
## 074.Florida_Jay 0 0 0 0
## 075.Green_Jay 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0
## 085.Horned_Lark 0 0 0 0
## 086.Pacific_Loon 0 0 0 0
## 087.Mallard 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0
## 091.Mockingbird 0 0 0 0
## 092.Nighthawk 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0
## 098.Scott_Oriole 0 0 0 0
## 099.Ovenbird 0 0 0 0
## 100.Brown_Pelican 0 0 0 0
## 101.White_Pelican 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0
## 103.Sayornis 0 0 0 0
## 104.American_Pipit 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0
## 106.Horned_Puffin 0 0 0 0
## 107.Common_Raven 0 0 0 0
## 108.White_necked_Raven 0 0 0 0
## 109.American_Redstart 0 0 0 0
## 110.Geococcyx 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0
## 118.House_Sparrow 0 0 0 0
## 119.Field_Sparrow 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0
## 129.Song_Sparrow 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0
## 135.Bank_Swallow 0 0 0 0
## 136.Barn_Swallow 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0
## 138.Tree_Swallow 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0
## 140.Summer_Tanager 0 0 0 0
## 141.Artic_Tern 0 0 0 0
## 142.Black_Tern 0 0 0 0
## 143.Caspian_Tern 0 0 0 0
## 144.Common_Tern 0 0 0 0
## 145.Elegant_Tern 0 0 0 0
## 146.Forsters_Tern 0 0 0 0
## 147.Least_Tern 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0
## 162.Canada_Warbler 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0
## 174.Palm_Warbler 0 0 0 0
## 175.Pine_Warbler 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0
## 193.Bewick_Wren 2 0 0 0
## 194.Cactus_Wren 0 0 0 0
## 195.Carolina_Wren 0 0 0 0
## 196.House_Wren 0 0 0 0
## 197.Marsh_Wren 36 0 0 0
## 198.Rock_Wren 0 36 0 0
## 199.Winter_Wren 0 0 36 0
## 200.Common_Yellowthroat 0 0 0 36
##
## , , train_id = valid
##
## y_pred
## value 0 1 2 3 4 5 6 7 8 9 10 11
## 001.Black_footed_Albatross 22 0 1 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 1 12 2 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 6 0 13 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 21 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 15 0 1 1 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 14 0 1 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 6 2 13 0 0 0 0 0
## 008.Rhinoceros_Auklet 2 0 0 0 1 0 0 14 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 2 0 0 0 1 8 0 2 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 18 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 11 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 19
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 1
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 1 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 1 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 3 0 0 0 0 0 0 1 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 2 0 0 1 0 1 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 1 1 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 1 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 1 0 0 0 0 2 0 3 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 1 0 0 0 0 1 0 2 0
## 030.Fish_Crow 0 0 0 2 0 0 0 0 1 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 1 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 1 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 1 1 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 3 0 3 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 1 0 2 1
## 050.Eared_Grebe 1 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 1 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 1 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 1 0 0 0 0 0 0
## 059.California_Gull 0 0 1 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 1 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 1 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 1 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 1 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 3 0 1 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 1 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 1 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 2 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 1 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 1 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 1 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 2 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 1
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 1 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 2 0 0 0 0 0 1 0 0 0
## 143.Caspian_Tern 0 0 1 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 1 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 1 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 12 13 14 15 16 17 18 19 20 21 22 23
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 1 1 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 16 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 21 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 3 13 0 1 0 0 0 1 0 0 0
## 016.Painted_Bunting 0 0 0 17 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 19 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 17 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 17 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 11 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 18 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 14 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 9 1
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 13
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 6 1
## 026.Bronzed_Cowbird 0 2 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 1 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 2 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 1 1 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 1 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 1 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 2 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 1 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 3 1 1 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 1 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 1 0 0 0 1 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 1 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 1 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 3 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 2 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 1 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 1 0 0 1 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 1 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 1 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 2 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 2 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 1 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 1 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 7 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 1 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 1 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 1 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 1 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 1 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 1 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 1 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 1 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 1 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 1 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 1 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 2 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 4 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 1 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 1 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 1 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 2 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 1 0 1 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 2 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 1 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 1 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 3 0 0 0 0
## y_pred
## value 24 25 26 27 28 29 30 31 32 33 34 35
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 1 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 2 0 0 2 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 1 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 1 1 0 0 1 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 1 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 1 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 1 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 2 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 1
## 023.Brandt_Cormorant 6 0 0 0 0 1 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 11 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 18 2 0 0 1 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 2 3 0 2 2 0 0 1 0 0 0
## 028.Brown_Creeper 0 0 0 20 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 1 0 13 3 0 0 0 0 0 0
## 030.Fish_Crow 0 1 0 0 5 8 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 12 2 3 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 1 9 2 0 0 1
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 1 16 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 18 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 23 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 20
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 1 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 1 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 1 0 0 0 0 0 0 0 1 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 1 0 1 2 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 4 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 1 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 2 1 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 1 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 1 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 1 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 1 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 1 0 0 0 0 0 1 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 9 3 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 1 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 1 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 1 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 1 1 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 1 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 2 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 1 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 1 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 1 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 1 1 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 1 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 1 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 1 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 1 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 1 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 1 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 1 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 1 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 1 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 1 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 1 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 1 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 1 0 0 0 0
## y_pred
## value 36 37 38 39 40 41 42 43 44 45 46 47
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 1 2 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 1 2 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 1 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 1 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 2 1 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 1 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 1 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 1 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 12 1 0 0 0 0 4 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 10 0 0 0 0 1 0 0 0 0 0
## 039.Least_Flycatcher 2 1 2 0 0 0 3 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 5 0 0 0 0 0 0 0 1
## 041.Scissor_tailed_Flycatcher 0 0 0 0 17 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 19 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 3 1 1 0 0 0 10 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 14 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 15 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 18 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 17 1
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 1 21
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 2 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 1 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 1
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 1
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 1 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 1 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 1 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 1 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 1 0 0 0 1 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 2 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 1 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 4 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 1 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 2 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 1 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 1 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 1 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 1 1 1 2 0 0 0 0 0 0 0 0
## 103.Sayornis 0 2 0 0 1 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 1 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 1 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 3 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 1 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 1 1 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 1
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 3 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 1 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 1 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 2 0 0 0 0 2 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 1 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 1 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 1 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 1 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 1 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 1
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 1 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 1 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 1 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 48 49 50 51 52 53 54 55 56 57 58 59
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 1 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 1 0 0 0 0 0 1 0 0
## 009.Brewer_Blackbird 2 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 1 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 1 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 2 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 2 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 1 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 1 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 3 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 1 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 1
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 12 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 16 3 2 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 3 17 0 1 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 2 0 15 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 1 0 0 23 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 15 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 21 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 16 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 20 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 17 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 7 1
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 1 9
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 1
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 2 5
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 2 4
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 1 2 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 4 6
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 1 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 1 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 1 2 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 1 2 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 1 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 1 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 2 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 1 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 1 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 2 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 1 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 1 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 1 0 0 0 0 0
## y_pred
## value 60 61 62 63 64 65 66 67 68 69 70 71
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 1 0
## 002.Laysan_Albatross 0 0 0 0 0 1 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 1 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 1
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 1 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0 0 1 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 2 1
## 045.Northern_Fulmar 0 0 0 0 1 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 1 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 1
## 059.California_Gull 0 4 0 4 0 4 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 5 1 4 0 2 0 0 0 0 0 0
## 061.Heermann_Gull 19 0 0 1 0 0 0 0 0 0 2 0
## 062.Herring_Gull 0 6 0 2 1 2 0 0 0 0 1 0
## 063.Ivory_Gull 0 0 21 1 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 2 0 13 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 1 0 4 4 0 0 0 0 1 0
## 066.Western_Gull 0 1 0 1 0 11 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 12 6 3 1 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 2 13 5 1 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 18 1 0 0
## 070.Green_Violetear 0 0 0 0 0 0 1 1 1 21 0 0
## 071.Long_tailed_Jaeger 1 0 0 0 0 0 0 0 0 0 11 3
## 072.Pomarine_Jaeger 0 0 0 0 1 0 0 0 0 0 5 12
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 1 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 1 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 1 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 1 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 1 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 1 1
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 1 0 2 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 1 0 0 0 0 0 0 2 1
## 143.Caspian_Tern 0 1 0 2 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 1 1 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 1 1 0 1 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 1 0 2 0 0 0 0 0 0 1 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 1 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 72 73 74 75 76 77 78 79 80 81 82 83
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 2
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 1 0 0 0 0 0 0 0 0 0 1
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 1 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 1 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 1 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 1 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 2 1 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 6 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 2 0 1 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 1
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 1 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 1
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 1
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 1
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 2 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 21 2 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 1 22 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 22 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 17 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 17 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 15 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 16 1 2 2 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 19 0 3 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 1 0 21 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 4 1 0 17 1 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 1 20 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 13
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 3 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 1 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 1 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 1 0 1 0 0 0 0
## 103.Sayornis 0 0 0 0 1 3 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 1 1 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 1 0 0 0 0 1 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 1 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 1 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 1 0 0 0 5 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 1 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 1 0 0 1 0 2 1 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 1
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 1 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0 0 1
## 148.Green_tailed_Towhee 0 0 0 1 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 1 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 1 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 1 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 1 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 1 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 84 85 86 87 88 89 90 91 92 93 94 95
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0 0 1
## 013.Bobolink 0 0 0 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 1 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0 0 2 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 2 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 1 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 1 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 1 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 1 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 2 0 0 0 0 0
## 040.Olive_sided_Flycatcher 1 0 0 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0 0 1 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 3 0 1 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0 0 1
## 048.European_Goldfinch 1 0 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 1 0 0 1 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 1 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 2 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 1
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 1 1 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 2 0 0 0 0 0 0 0 2 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 19 0 0 0 0 0 1 0 0 0 0 0
## 086.Pacific_Loon 0 18 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 21 0 2 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 19 0 0 1 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 21 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 2 17 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 11 0 0 0 0 0
## 092.Nighthawk 0 0 0 1 0 0 0 15 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 23 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 1 0 0 20 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0 0 21 1
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0 0 4 15
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0 0 0 2
## 099.Ovenbird 0 0 0 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 1 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 1 0 1 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 1 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0 1 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 1 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 3 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 1 0 0 0 0 0
## 116.Chipping_Sparrow 1 0 0 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 1 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 1 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 1 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 1 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 1 0 0 0 0 0
## 133.White_throated_Sparrow 1 0 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0 1 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 1 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 1 1 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 1 0 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 1 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 1 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 1 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 1 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0 0 1
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 1 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 1 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0 0 1
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 2 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 1 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 1 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 96 97 98 99 100 101 102 103 104 105
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 1 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 1 1 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0 0
## 013.Bobolink 2 0 0 0 0 0 0 0 1 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 2 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 4 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 1 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 1 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 1 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 1 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 1 1 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 1 2 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 1 0 0 0
## 042.Vermilion_Flycatcher 2 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 1 0 0 0 0
## 044.Frigatebird 0 0 0 1 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 1 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 1 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 1 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 2 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 1 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0 1
## 085.Horned_Lark 0 0 0 0 0 0 0 1 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 2 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 3 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 1 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 2 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 19 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 18 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 16 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 22 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 2 18 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 8 4 0 0 0
## 103.Sayornis 0 0 0 0 0 0 8 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 17 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 11 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0 22
## 107.Common_Raven 0 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 1 0 1 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 1 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 1 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 1 0 0 0 0 0 1 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 3 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 1 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 1 1 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 2 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 1 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 1 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 1 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 1 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 1 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 1 0 0 0 1 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 1 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 1 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 2 0 0 0 0 1 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 1 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 1 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 1 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 1 0
## 188.Pileated_Woodpecker 0 0 0 1 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 1 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 1 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0 0
## y_pred
## value 106 107 108 109 110 111 112 113 114
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 1 1 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 3 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 1 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 1 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 3 0 0 0 0 0 0 0
## 030.Fish_Crow 1 3 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 1 0 0 0 1 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 1
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 1
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 2 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 1 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 1 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 1 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 1 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 3 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 1 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 1 0 0 1 0 0 0
## 078.Gray_Kingbird 0 0 0 0 3 1 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 1 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 1 0 1 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 1 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 2 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 1 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 3 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 1 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 1 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 1 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 1 0 1
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 7 2 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 20 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 20 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 21 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 13 10 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 4 15 0 0 1
## 113.Baird_Sparrow 0 0 0 0 0 0 11 0 0
## 114.Black_throated_Sparrow 0 0 0 0 2 2 0 13 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 1 0 7
## 116.Chipping_Sparrow 0 0 0 1 0 0 1 0 1
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 2
## 118.House_Sparrow 0 0 0 0 1 0 0 1 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 2
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 1 0 1
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 1
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 1 0 1
## 128.Seaside_Sparrow 0 0 0 1 0 0 0 0 1
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 3
## 132.White_crowned_Sparrow 0 0 0 0 0 1 0 2 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 1
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 1 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 1 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 3 2 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 1 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 1
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 1
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 2
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 1 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 1 0 1 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 1 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 1 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 1 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 115 116 117 118 119 120 121 122 123
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 1 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 1 1 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 1 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 1 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 1 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 1 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 1 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 1 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 1 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 1 0 7 0
## 114.Black_throated_Sparrow 0 0 1 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 2 1 0 0 3 0 0 0
## 116.Chipping_Sparrow 5 1 1 2 0 1 0 0 0
## 117.Clay_colored_Sparrow 1 13 0 2 0 1 0 0 0
## 118.House_Sparrow 0 0 10 1 0 0 0 0 0
## 119.Field_Sparrow 0 2 1 13 0 0 0 2 0
## 120.Fox_Sparrow 0 0 0 0 9 0 1 0 0
## 121.Grasshopper_Sparrow 0 0 0 3 0 8 0 0 1
## 122.Harris_Sparrow 0 0 0 1 0 3 8 0 1
## 123.Henslow_Sparrow 0 0 0 0 0 1 0 19 0
## 124.Le_Conte_Sparrow 0 0 0 1 0 1 0 7 10
## 125.Lincoln_Sparrow 0 1 0 0 0 1 1 3 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 1 0 0 1
## 127.Savannah_Sparrow 0 0 0 0 1 3 1 1 0
## 128.Seaside_Sparrow 0 1 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 1 1 0 0 0 1 0
## 130.Tree_Sparrow 2 0 2 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 1 1 0 4 0 2 0
## 132.White_crowned_Sparrow 0 0 1 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 1 0 3 0 0 1 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 1 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 2 0 0 1 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 1 0
## 150.Sage_Thrasher 0 0 0 0 3 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 1 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 1 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 1 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 124 125 126 127 128 129 130 131 132
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 1 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 1 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 1 1 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 2 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 2 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 1 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 1 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 1 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 2 0 0
## 116.Chipping_Sparrow 0 1 2 0 0 3 0 1 0
## 117.Clay_colored_Sparrow 0 3 0 0 0 1 0 0 0
## 118.House_Sparrow 1 0 0 0 2 2 0 0 0
## 119.Field_Sparrow 0 1 0 0 0 2 0 0 0
## 120.Fox_Sparrow 1 0 0 0 4 0 0 0 0
## 121.Grasshopper_Sparrow 0 1 0 0 1 0 0 1 0
## 122.Harris_Sparrow 0 2 0 0 1 4 0 1 0
## 123.Henslow_Sparrow 0 1 0 0 1 0 0 0 0
## 124.Le_Conte_Sparrow 0 4 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 10 1 0 0 2 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 17 0 1 0 0 0 0 0
## 127.Savannah_Sparrow 2 3 5 0 3 0 3 0 0
## 128.Seaside_Sparrow 0 6 0 9 0 0 0 0 0
## 129.Song_Sparrow 2 2 0 0 12 0 2 0 0
## 130.Tree_Sparrow 0 1 0 0 0 9 0 0 0
## 131.Vesper_Sparrow 1 0 3 0 0 0 5 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 16 1
## 133.White_throated_Sparrow 0 1 0 0 0 2 0 0 10
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 1 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 1 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 1 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 1 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 133 134 135 136 137 138 139 140 141
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 2 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 1 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 1 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 1 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 1 0 1 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 1 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 1 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 1 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 1 1 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 1
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 1 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 1 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 1 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 1 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 19 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 9 0 1 1 0 0 0 0
## 136.Barn_Swallow 0 1 15 3 1 0 0 0 0
## 137.Cliff_Swallow 0 1 6 12 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 1 11 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 16 3 0 0
## 140.Summer_Tanager 0 0 0 0 0 1 22 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 11 0
## 142.Black_Tern 0 2 0 0 0 0 0 1 5
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 6 1
## 145.Elegant_Tern 0 0 0 0 0 0 0 1 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 1
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 1 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 1 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 1
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 142 143 144 145 146 147 148 149 150
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 2
## 033.Yellow_billed_Cuckoo 0 0 1 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 1 0 0 1
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 1 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 1 0 1 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 1 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 1 0 1 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 2 1 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 1 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 2 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 1 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 1 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 3 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 1 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 1 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 1 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 1 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 1 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 6 0 0 1 0 0 0 0
## 142.Black_Tern 1 0 1 0 0 0 0 0 0
## 143.Caspian_Tern 9 2 5 3 0 0 0 0 0
## 144.Common_Tern 2 5 1 4 1 0 0 0 0
## 145.Elegant_Tern 3 0 10 4 2 0 0 0 0
## 146.Forsters_Tern 0 1 4 11 2 0 0 0 0
## 147.Least_Tern 0 1 2 3 15 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 15 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 16 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 11 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 17
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 1
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 1
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 1 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 151 152 153 154 155 156 157 158 159
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 1 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 1 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 3 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 2 0 0 0 0 1
## 020.Yellow_breasted_Chat 0 0 0 0 2 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 3 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 1 0 0 0 0 0 0 1 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 1
## 031.Black_billed_Cuckoo 0 0 1 0 0 0 1 0 0
## 032.Mangrove_Cuckoo 1 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 2 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 1 1 0 1 0 0 1 0 0
## 038.Great_Crested_Flycatcher 2 2 2 0 0 0 0 0 0
## 039.Least_Flycatcher 0 1 0 4 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 1 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 1 0 0 1 1 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 1
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 1 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 1 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 1 0 0 0 0 0 0 0 1
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 1
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 1 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 1 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 1 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 2 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 1 0 0
## 118.House_Sparrow 0 0 0 0 0 0 1 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 2 1 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 1 0 0 1 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 1 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 1
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 1
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 1 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 1 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 1 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 13 1 0 1 0 2 0 0 0
## 153.Philadelphia_Vireo 2 13 1 1 1 3 0 0 0
## 154.Red_eyed_Vireo 0 0 10 2 1 0 0 0 0
## 155.Warbling_Vireo 3 3 2 9 0 1 0 0 0
## 156.White_eyed_Vireo 0 0 1 1 9 3 1 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 1 18 0 0 0
## 158.Bay_breasted_Warbler 0 0 1 0 0 1 21 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 22 0
## 160.Black_throated_Blue_Warbler 1 0 0 1 0 0 0 0 19
## 161.Blue_winged_Warbler 0 0 0 0 0 3 0 0 0
## 162.Canada_Warbler 0 0 1 0 0 1 1 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 1 1 0 0
## 164.Cerulean_Warbler 1 1 0 0 0 0 2 1 0
## 165.Chestnut_sided_Warbler 0 0 0 1 1 0 1 0 0
## 166.Golden_winged_Warbler 0 0 0 0 1 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 1 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 1 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 1 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 1 0 0 0
## 172.Nashville_Warbler 0 0 0 1 0 1 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 1 0 3 0 0 0
## 174.Palm_Warbler 0 0 0 0 1 0 1 0 0
## 175.Pine_Warbler 0 0 0 0 0 2 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 1 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 1 0 0 0 0 0 0
## 179.Tennessee_Warbler 0 2 0 2 1 4 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 1 0 0 0
## 181.Worm_eating_Warbler 0 1 0 0 0 1 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 1 0 0 0
## 183.Northern_Waterthrush 0 0 0 1 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 0 0 0 1 0 0 0
## y_pred
## value 160 161 162 163 164 165 166 167 168
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 1 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 1 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 1 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 1 0 0 0 0 0 1 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 1 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 1 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 1 0 0 0 0 0
## 103.Sayornis 0 0 0 1 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 1 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 1 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 0
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 1 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 1 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 1 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 1 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 1 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 1 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 1 0 0 0 0 0
## 161.Blue_winged_Warbler 9 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 8 1 0 0 0 0 1 0
## 163.Cape_May_Warbler 0 0 18 0 1 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 18 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 14 0 0 0 0
## 166.Golden_winged_Warbler 0 1 0 0 0 17 2 0 0
## 167.Hooded_Warbler 1 0 0 0 0 0 17 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 3 18 0
## 169.Magnolia_Warbler 1 1 1 0 0 0 0 0 16
## 170.Mourning_Warbler 0 0 0 0 0 0 0 1 0
## 171.Myrtle_Warbler 0 1 1 0 0 1 0 1 1
## 172.Nashville_Warbler 0 1 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 1 0 0 0 0
## 174.Palm_Warbler 0 0 2 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 2 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 0
## 179.Tennessee_Warbler 1 0 1 0 0 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 1 0 0 0 0 0 1 2 0
## y_pred
## value 169 170 171 172 173 174 175 176 177
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 1 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 2 0 0 0 1 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 2
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 1 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 1 0 0 0 0 0
## 039.Least_Flycatcher 0 0 1 0 0 0 0 0 1
## 040.Olive_sided_Flycatcher 0 2 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 1 1 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 1 1 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 1 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 1 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 1 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 1 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 1 0 0 1 0 0 0 1
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 1 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 2 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 1 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 1
## 119.Field_Sparrow 0 0 0 0 1 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 1
## 133.White_throated_Sparrow 0 1 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 1
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 0 0
## 152.Blue_headed_Vireo 1 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 1 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 1 0 1 0 0 0 0 0 1
## 155.Warbling_Vireo 1 0 0 1 0 0 0 0 0
## 156.White_eyed_Vireo 0 1 0 0 0 0 2 0 0
## 157.Yellow_throated_Vireo 0 0 2 1 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 4 2 0
## 162.Canada_Warbler 0 0 2 0 0 0 3 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 2 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 2 0 1 0 1 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 1 0 0
## 167.Hooded_Warbler 0 0 0 0 0 2 0 1 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 1 3 0 0
## 170.Mourning_Warbler 12 0 2 1 0 0 0 0 0
## 171.Myrtle_Warbler 0 13 0 0 3 0 0 0 0
## 172.Nashville_Warbler 1 0 16 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 4 5 1 1 1 0 0
## 174.Palm_Warbler 0 1 0 1 9 1 2 0 0
## 175.Pine_Warbler 0 0 0 1 0 15 0 1 0
## 176.Prairie_Warbler 0 0 2 0 0 1 20 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 2 0 18 0
## 178.Swainson_Warbler 0 0 0 0 0 0 0 0 15
## 179.Tennessee_Warbler 0 0 2 2 1 0 0 0 2
## 180.Wilson_Warbler 0 0 1 0 0 0 1 2 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 2
## 182.Yellow_Warbler 0 0 0 0 0 2 2 3 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 1
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 1 0 0 1 0 0 0 0 1
## 197.Marsh_Wren 0 0 0 1 0 0 0 0 0
## 198.Rock_Wren 0 0 0 1 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 1 0 0 0 0 0 0
## y_pred
## value 178 179 180 181 182 183 184 185 186
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 0 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 1 0 0 0 1
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0 0 0 0 0 1
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 0 0 0 0 0 0 1
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 1 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 1 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 1 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 1 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 0
## 049.Boat_tailed_Grackle 0 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 0 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 1 0 0
## 092.Nighthawk 0 0 0 0 0 0 0 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 0
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 0 0 0 0
## 103.Sayornis 0 0 0 0 0 1 0 0 0
## 104.American_Pipit 0 0 0 0 0 1 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 1
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 0
## 116.Chipping_Sparrow 0 0 0 0 0 1 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 1
## 119.Field_Sparrow 0 0 0 0 0 0 0 0 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 1 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 1 0 0 0
## 130.Tree_Sparrow 1 0 0 0 0 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 1 0 0
## 142.Black_Tern 0 0 0 0 0 1 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 0 0
## 149.Brown_Thrasher 0 0 0 0 0 0 1 0 0
## 150.Sage_Thrasher 0 0 0 0 0 0 0 0 0
## 151.Black_capped_Vireo 0 0 0 0 0 0 0 1 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 1 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 2 0 0 0 0 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 1 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 1 0 1 0 0 0 0 0
## 162.Canada_Warbler 0 0 1 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 1 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 1 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 1 0 0 0
## 172.Nashville_Warbler 1 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 2 0 1 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 1 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 1 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 1 0 0 0 1 0 0 0 0
## 179.Tennessee_Warbler 4 0 0 0 0 0 0 0 0
## 180.Wilson_Warbler 0 18 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 18 0 0 0 0 0 0
## 182.Yellow_Warbler 0 5 0 10 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 3 16 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0 2 20 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 24 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 2 18 0
## 187.American_Three_toed_Woodpecker 0 0 0 0 0 0 0 0 16
## 188.Pileated_Woodpecker 0 0 0 0 0 0 0 0 3
## 189.Red_bellied_Woodpecker 0 0 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0 0 0 0 0 3
## 191.Red_headed_Woodpecker 0 0 0 0 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 0 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 0 0 0 0
## 194.Cactus_Wren 0 0 0 0 0 0 0 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 0 0 0
## 196.House_Wren 0 0 0 0 0 0 0 0 0
## 197.Marsh_Wren 0 0 0 0 0 0 0 0 0
## 198.Rock_Wren 0 0 0 0 0 0 0 0 0
## 199.Winter_Wren 0 0 0 0 0 0 0 0 0
## 200.Common_Yellowthroat 0 0 1 0 0 0 0 0 0
## y_pred
## value 187 188 189 190 191 192 193 194 195
## 001.Black_footed_Albatross 0 0 0 0 0 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0 0 0 1 0 0
## 003.Sooty_Albatross 0 0 0 0 0 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0 0 0 0 0 0
## 005.Crested_Auklet 0 0 0 0 0 0 0 0 0
## 006.Least_Auklet 0 0 0 0 0 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0 0 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0 0 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0 0 0 0 0 1
## 010.Red_winged_Blackbird 0 0 0 0 0 0 0 0 0
## 011.Rusty_Blackbird 0 0 0 0 0 1 0 0 0
## 012.Yellow_headed_Blackbird 0 0 0 0 0 0 0 0 0
## 013.Bobolink 0 0 0 0 0 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0 0 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0 0 0 0 0 0
## 016.Painted_Bunting 0 0 0 0 0 0 0 0 0
## 017.Cardinal 0 0 0 0 0 0 0 0 0
## 018.Spotted_Catbird 0 0 0 0 0 0 0 0 0
## 019.Gray_Catbird 0 0 0 0 0 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 0 0 0 0 0 0
## 021.Eastern_Towhee 0 0 0 0 0 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0 0 0 0 0 1
## 023.Brandt_Cormorant 0 0 0 0 0 0 0 0 0
## 024.Red_faced_Cormorant 2 0 0 0 0 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0 0 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0 0 0 0 0 0
## 027.Shiny_Cowbird 1 0 0 0 0 0 0 0 0
## 028.Brown_Creeper 0 0 1 0 0 0 0 0 0
## 029.American_Crow 0 0 0 0 0 0 0 0 0
## 030.Fish_Crow 0 0 0 0 0 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0 0 0 0 1 1
## 032.Mangrove_Cuckoo 0 0 0 0 0 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0 0 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 0 0 0 0 0 0 0 0
## 035.Purple_Finch 0 0 0 0 0 0 0 0 0
## 036.Northern_Flicker 0 0 0 0 0 0 0 0 0
## 037.Acadian_Flycatcher 0 0 0 0 0 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0 0 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0 0 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0 0 0 0 0 1
## 041.Scissor_tailed_Flycatcher 0 0 0 0 0 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0 0 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0 0 0 0 0 0
## 044.Frigatebird 0 0 0 0 0 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0 0 0 0 0 0
## 046.Gadwall 0 0 0 0 0 0 0 0 0
## 047.American_Goldfinch 0 0 0 0 0 0 0 0 0
## 048.European_Goldfinch 0 0 0 0 0 0 0 0 1
## 049.Boat_tailed_Grackle 1 0 0 0 0 0 0 0 0
## 050.Eared_Grebe 0 0 0 0 0 0 0 0 0
## 051.Horned_Grebe 0 0 0 0 0 0 0 0 0
## 052.Pied_billed_Grebe 0 0 0 0 0 0 0 0 0
## 053.Western_Grebe 0 0 0 0 0 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0 0 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0 0 0 0 0 0
## 056.Pine_Grosbeak 1 0 0 0 0 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 1 0 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 1 0 0 0 0 0
## 059.California_Gull 0 0 0 0 0 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0 0 0 0 0 0
## 061.Heermann_Gull 0 0 0 0 0 0 0 0 0
## 062.Herring_Gull 0 0 0 0 0 0 0 0 0
## 063.Ivory_Gull 0 0 0 0 0 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0 0 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0 0 0 0 0 0
## 066.Western_Gull 0 0 0 0 0 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0 0 1 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0 0 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0 0 0 0 0 0
## 070.Green_Violetear 0 0 0 0 0 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0 0 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0 0 0 0 0 0
## 073.Blue_Jay 0 0 0 0 0 0 0 0 0
## 074.Florida_Jay 0 0 0 0 0 0 0 0 0
## 075.Green_Jay 0 0 0 0 0 0 0 0 0
## 076.Dark_eyed_Junco 0 0 0 0 0 1 0 0 0
## 077.Tropical_Kingbird 0 0 0 0 0 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0 0 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0 0 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0 0 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0 0 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0 0 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 1 0 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0 0 0 0 0 0
## 085.Horned_Lark 0 0 0 0 0 0 0 0 0
## 086.Pacific_Loon 0 0 0 0 0 0 0 0 0
## 087.Mallard 0 0 0 0 0 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0 0 0 2 0 0
## 089.Hooded_Merganser 0 0 0 0 0 0 0 0 0
## 090.Red_breasted_Merganser 0 0 0 0 0 0 0 0 0
## 091.Mockingbird 0 0 0 0 0 0 0 0 1
## 092.Nighthawk 0 0 0 0 0 0 1 0 0
## 093.Clark_Nutcracker 0 0 0 0 0 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0 0 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0 0 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0 0 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0 0 0 0 0 0
## 098.Scott_Oriole 0 0 0 0 0 0 0 0 0
## 099.Ovenbird 0 0 0 0 0 0 0 0 1
## 100.Brown_Pelican 0 0 0 0 0 0 0 0 0
## 101.White_Pelican 0 0 0 0 0 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0 0 1 0 0 0
## 103.Sayornis 0 0 0 0 0 0 0 0 0
## 104.American_Pipit 0 0 0 0 0 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0 0 0 0 0 0
## 106.Horned_Puffin 0 0 0 0 0 0 0 0 0
## 107.Common_Raven 0 0 0 0 0 0 0 0 0
## 108.White_necked_Raven 0 0 0 0 0 0 0 0 0
## 109.American_Redstart 0 0 0 0 0 0 0 0 0
## 110.Geococcyx 0 0 0 0 0 0 2 0 0
## 111.Loggerhead_Shrike 0 0 0 0 0 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0 0 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0 0 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 115.Brewer_Sparrow 0 0 0 0 0 0 0 0 1
## 116.Chipping_Sparrow 0 0 0 0 0 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0 0 0 0 0 0
## 118.House_Sparrow 0 0 0 0 0 0 0 0 2
## 119.Field_Sparrow 0 0 0 0 0 0 0 1 0
## 120.Fox_Sparrow 0 0 0 0 0 0 0 0 1
## 121.Grasshopper_Sparrow 0 0 0 0 0 0 1 0 0
## 122.Harris_Sparrow 0 0 0 0 0 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0 0 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0 0 0 0 0 0
## 125.Lincoln_Sparrow 0 0 0 0 0 0 0 0 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0 0 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0 0 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0 0 0 0 0 0
## 129.Song_Sparrow 0 0 0 0 0 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0 0 0 0 1 0
## 131.Vesper_Sparrow 0 0 0 0 0 0 1 0 0
## 132.White_crowned_Sparrow 0 0 0 0 0 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0 0 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0 0 0 0 0 0
## 135.Bank_Swallow 0 0 0 0 0 0 0 0 0
## 136.Barn_Swallow 0 0 0 0 0 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0 0 0 0 0 0
## 138.Tree_Swallow 0 0 0 0 0 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0 0 0 0 0 0
## 140.Summer_Tanager 0 0 0 0 0 0 0 0 0
## 141.Artic_Tern 0 0 0 0 0 0 0 0 0
## 142.Black_Tern 0 0 0 0 0 0 0 0 0
## 143.Caspian_Tern 0 0 0 0 0 0 0 0 0
## 144.Common_Tern 0 0 0 0 0 0 0 0 0
## 145.Elegant_Tern 0 0 0 0 0 0 0 0 0
## 146.Forsters_Tern 0 0 0 0 0 0 0 0 0
## 147.Least_Tern 0 0 0 0 0 0 0 0 0
## 148.Green_tailed_Towhee 0 0 0 0 0 0 0 1 0
## 149.Brown_Thrasher 0 0 0 0 0 0 0 0 1
## 150.Sage_Thrasher 0 0 0 0 0 0 5 0 0
## 151.Black_capped_Vireo 0 0 0 0 1 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0 0 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0 0 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0 0 0 0 0 1
## 155.Warbling_Vireo 0 0 0 0 0 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 0 0 0 0 0 0
## 157.Yellow_throated_Vireo 0 0 0 0 0 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0 0 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0 0 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0 0 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0 0 0 0 0 0
## 162.Canada_Warbler 0 0 0 0 0 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 0 0 0 0 0 0
## 164.Cerulean_Warbler 0 0 0 0 0 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0 0 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0 0 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0 0 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0 0 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0 0 0 0 0 0
## 170.Mourning_Warbler 0 0 0 0 0 0 0 0 0
## 171.Myrtle_Warbler 0 0 0 0 0 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0 0 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0 0 0 0 0 0
## 174.Palm_Warbler 0 0 0 0 0 0 0 0 0
## 175.Pine_Warbler 0 0 0 0 0 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0 0 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0 0 0 0 0 0
## 178.Swainson_Warbler 0 0 0 0 0 1 0 0 1
## 179.Tennessee_Warbler 0 0 0 0 0 1 0 0 0
## 180.Wilson_Warbler 0 0 0 0 0 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0 0 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0 0 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0 0 0 0 0 1
## 184.Louisiana_Waterthrush 0 0 0 0 0 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0 0 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0 0 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 1 0 2 0 0 0 0
## 188.Pileated_Woodpecker 17 0 0 1 0 0 0 0 0
## 189.Red_bellied_Woodpecker 0 24 0 0 0 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 18 0 0 0 0 0 0
## 191.Red_headed_Woodpecker 0 2 0 22 0 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0 23 0 0 0 0
## 193.Bewick_Wren 0 0 0 0 0 12 0 1 1
## 194.Cactus_Wren 0 0 0 0 0 0 21 0 0
## 195.Carolina_Wren 0 0 0 0 0 0 1 15 1
## 196.House_Wren 0 0 0 0 0 1 0 2 15
## 197.Marsh_Wren 0 0 0 0 0 1 0 3 1
## 198.Rock_Wren 0 0 0 0 0 1 0 0 2
## 199.Winter_Wren 0 0 0 0 0 0 1 0 1
## 200.Common_Yellowthroat 0 0 0 0 0 0 0 0 0
## y_pred
## value 196 197 198 199
## 001.Black_footed_Albatross 0 0 0 0
## 002.Laysan_Albatross 0 0 0 0
## 003.Sooty_Albatross 0 0 0 0
## 004.Groove_billed_Ani 0 0 0 0
## 005.Crested_Auklet 0 0 1 0
## 006.Least_Auklet 0 0 0 0
## 007.Parakeet_Auklet 0 0 0 0
## 008.Rhinoceros_Auklet 0 0 0 0
## 009.Brewer_Blackbird 0 0 0 0
## 010.Red_winged_Blackbird 0 0 0 0
## 011.Rusty_Blackbird 0 0 2 0
## 012.Yellow_headed_Blackbird 0 0 0 0
## 013.Bobolink 0 0 0 0
## 014.Indigo_Bunting 0 0 0 0
## 015.Lazuli_Bunting 0 0 0 0
## 016.Painted_Bunting 0 0 0 0
## 017.Cardinal 0 0 1 0
## 018.Spotted_Catbird 0 0 0 0
## 019.Gray_Catbird 0 0 0 0
## 020.Yellow_breasted_Chat 0 0 0 2
## 021.Eastern_Towhee 0 0 0 0
## 022.Chuck_will_Widow 0 0 0 0
## 023.Brandt_Cormorant 0 0 0 0
## 024.Red_faced_Cormorant 0 0 0 0
## 025.Pelagic_Cormorant 0 0 0 0
## 026.Bronzed_Cowbird 0 0 0 0
## 027.Shiny_Cowbird 0 0 0 0
## 028.Brown_Creeper 0 0 0 0
## 029.American_Crow 0 0 0 0
## 030.Fish_Crow 0 0 0 0
## 031.Black_billed_Cuckoo 0 0 0 0
## 032.Mangrove_Cuckoo 0 0 0 0
## 033.Yellow_billed_Cuckoo 0 0 0 0
## 034.Gray_crowned_Rosy_Finch 0 1 0 0
## 035.Purple_Finch 0 0 0 0
## 036.Northern_Flicker 0 0 1 0
## 037.Acadian_Flycatcher 0 0 0 0
## 038.Great_Crested_Flycatcher 0 0 0 0
## 039.Least_Flycatcher 0 0 0 0
## 040.Olive_sided_Flycatcher 0 0 0 0
## 041.Scissor_tailed_Flycatcher 0 0 0 0
## 042.Vermilion_Flycatcher 0 0 0 0
## 043.Yellow_bellied_Flycatcher 0 0 0 0
## 044.Frigatebird 0 0 0 0
## 045.Northern_Fulmar 0 0 0 0
## 046.Gadwall 0 0 0 0
## 047.American_Goldfinch 0 0 0 0
## 048.European_Goldfinch 0 0 0 0
## 049.Boat_tailed_Grackle 1 0 0 0
## 050.Eared_Grebe 0 0 0 0
## 051.Horned_Grebe 0 0 0 0
## 052.Pied_billed_Grebe 1 0 0 0
## 053.Western_Grebe 0 0 0 0
## 054.Blue_Grosbeak 0 0 0 0
## 055.Evening_Grosbeak 0 0 0 0
## 056.Pine_Grosbeak 0 0 0 0
## 057.Rose_breasted_Grosbeak 0 0 0 0
## 058.Pigeon_Guillemot 0 0 0 0
## 059.California_Gull 0 0 0 0
## 060.Glaucous_winged_Gull 0 0 0 0
## 061.Heermann_Gull 0 0 0 0
## 062.Herring_Gull 0 0 0 0
## 063.Ivory_Gull 0 0 0 0
## 064.Ring_billed_Gull 0 0 0 0
## 065.Slaty_backed_Gull 0 0 0 0
## 066.Western_Gull 0 0 0 0
## 067.Anna_Hummingbird 0 0 0 0
## 068.Ruby_throated_Hummingbird 0 0 0 0
## 069.Rufous_Hummingbird 0 0 0 0
## 070.Green_Violetear 0 0 0 0
## 071.Long_tailed_Jaeger 0 0 0 0
## 072.Pomarine_Jaeger 0 0 0 0
## 073.Blue_Jay 0 0 0 0
## 074.Florida_Jay 0 0 0 0
## 075.Green_Jay 0 0 0 0
## 076.Dark_eyed_Junco 0 0 1 0
## 077.Tropical_Kingbird 0 0 0 0
## 078.Gray_Kingbird 0 0 0 0
## 079.Belted_Kingfisher 0 0 0 0
## 080.Green_Kingfisher 0 0 0 0
## 081.Pied_Kingfisher 0 0 0 0
## 082.Ringed_Kingfisher 0 0 0 0
## 083.White_breasted_Kingfisher 0 0 0 0
## 084.Red_legged_Kittiwake 0 0 0 0
## 085.Horned_Lark 0 0 0 0
## 086.Pacific_Loon 0 0 0 0
## 087.Mallard 0 0 0 0
## 088.Western_Meadowlark 0 0 0 0
## 089.Hooded_Merganser 0 0 0 0
## 090.Red_breasted_Merganser 0 0 1 0
## 091.Mockingbird 0 0 0 0
## 092.Nighthawk 0 0 1 0
## 093.Clark_Nutcracker 0 0 0 0
## 094.White_breasted_Nuthatch 0 0 0 0
## 095.Baltimore_Oriole 0 0 0 0
## 096.Hooded_Oriole 0 0 0 0
## 097.Orchard_Oriole 0 0 0 0
## 098.Scott_Oriole 0 0 0 0
## 099.Ovenbird 0 0 0 0
## 100.Brown_Pelican 0 0 0 0
## 101.White_Pelican 0 0 0 0
## 102.Western_Wood_Pewee 0 0 0 0
## 103.Sayornis 0 1 0 0
## 104.American_Pipit 0 0 0 0
## 105.Whip_poor_Will 0 0 0 0
## 106.Horned_Puffin 0 0 0 0
## 107.Common_Raven 0 0 0 0
## 108.White_necked_Raven 0 0 0 0
## 109.American_Redstart 0 0 0 0
## 110.Geococcyx 0 0 0 0
## 111.Loggerhead_Shrike 0 0 0 0
## 112.Great_Grey_Shrike 0 0 0 0
## 113.Baird_Sparrow 0 0 0 0
## 114.Black_throated_Sparrow 0 0 0 0
## 115.Brewer_Sparrow 0 1 0 0
## 116.Chipping_Sparrow 0 0 0 0
## 117.Clay_colored_Sparrow 0 0 0 0
## 118.House_Sparrow 0 0 0 0
## 119.Field_Sparrow 1 0 0 0
## 120.Fox_Sparrow 0 0 0 0
## 121.Grasshopper_Sparrow 0 0 0 0
## 122.Harris_Sparrow 0 0 0 0
## 123.Henslow_Sparrow 0 0 0 0
## 124.Le_Conte_Sparrow 0 0 0 0
## 125.Lincoln_Sparrow 0 0 1 0
## 126.Nelson_Sharp_tailed_Sparrow 0 0 0 0
## 127.Savannah_Sparrow 0 0 0 0
## 128.Seaside_Sparrow 0 0 0 0
## 129.Song_Sparrow 0 0 0 0
## 130.Tree_Sparrow 0 0 0 0
## 131.Vesper_Sparrow 0 0 0 0
## 132.White_crowned_Sparrow 0 0 0 0
## 133.White_throated_Sparrow 0 0 0 0
## 134.Cape_Glossy_Starling 0 0 0 0
## 135.Bank_Swallow 0 1 0 0
## 136.Barn_Swallow 0 0 0 0
## 137.Cliff_Swallow 0 0 0 0
## 138.Tree_Swallow 0 0 0 0
## 139.Scarlet_Tanager 0 0 0 0
## 140.Summer_Tanager 0 0 0 0
## 141.Artic_Tern 0 0 0 0
## 142.Black_Tern 0 0 0 0
## 143.Caspian_Tern 0 0 0 0
## 144.Common_Tern 0 0 0 0
## 145.Elegant_Tern 0 0 0 0
## 146.Forsters_Tern 0 0 0 0
## 147.Least_Tern 0 0 0 0
## 148.Green_tailed_Towhee 0 1 0 0
## 149.Brown_Thrasher 0 0 0 0
## 150.Sage_Thrasher 0 1 0 0
## 151.Black_capped_Vireo 0 0 0 0
## 152.Blue_headed_Vireo 0 0 0 0
## 153.Philadelphia_Vireo 0 0 0 0
## 154.Red_eyed_Vireo 0 0 0 0
## 155.Warbling_Vireo 0 0 0 0
## 156.White_eyed_Vireo 0 0 0 1
## 157.Yellow_throated_Vireo 0 0 0 0
## 158.Bay_breasted_Warbler 0 0 0 0
## 159.Black_and_white_Warbler 0 0 0 0
## 160.Black_throated_Blue_Warbler 0 0 0 0
## 161.Blue_winged_Warbler 0 0 0 0
## 162.Canada_Warbler 0 0 0 0
## 163.Cape_May_Warbler 0 0 0 1
## 164.Cerulean_Warbler 0 0 0 0
## 165.Chestnut_sided_Warbler 0 0 0 0
## 166.Golden_winged_Warbler 0 0 0 0
## 167.Hooded_Warbler 0 0 0 0
## 168.Kentucky_Warbler 0 0 0 0
## 169.Magnolia_Warbler 0 0 0 0
## 170.Mourning_Warbler 0 0 0 1
## 171.Myrtle_Warbler 0 0 0 0
## 172.Nashville_Warbler 0 0 0 0
## 173.Orange_crowned_Warbler 0 0 0 0
## 174.Palm_Warbler 0 0 1 0
## 175.Pine_Warbler 0 0 0 0
## 176.Prairie_Warbler 0 0 0 0
## 177.Prothonotary_Warbler 0 0 0 0
## 178.Swainson_Warbler 1 0 1 0
## 179.Tennessee_Warbler 0 0 0 0
## 180.Wilson_Warbler 0 0 0 0
## 181.Worm_eating_Warbler 0 0 0 0
## 182.Yellow_Warbler 0 0 0 0
## 183.Northern_Waterthrush 0 0 0 0
## 184.Louisiana_Waterthrush 0 0 0 0
## 185.Bohemian_Waxwing 0 0 0 0
## 186.Cedar_Waxwing 0 0 0 0
## 187.American_Three_toed_Woodpecker 0 0 0 0
## 188.Pileated_Woodpecker 0 0 0 0
## 189.Red_bellied_Woodpecker 0 0 0 0
## 190.Red_cockaded_Woodpecker 0 0 0 0
## 191.Red_headed_Woodpecker 0 0 0 0
## 192.Downy_Woodpecker 0 0 0 0
## 193.Bewick_Wren 3 1 2 0
## 194.Cactus_Wren 0 0 1 0
## 195.Carolina_Wren 1 0 5 0
## 196.House_Wren 0 0 3 0
## 197.Marsh_Wren 15 0 1 0
## 198.Rock_Wren 0 16 0 0
## 199.Winter_Wren 0 0 22 0
## 200.Common_Yellowthroat 0 0 0 12The Birbiest Birbs
At this point we wanted to look at which birds were most respresentational of its class. In order to do this, we took the maximum probability of correct classification in each class and displayed them. These represent the strongest correlation between image and class that our model predicted.
# Most
id <- apply(y_probs, 2, which.max)
ids <- id
par(mfrow = c(3, 5))
for (i in id) {
par(mar = rep(0, 4L))
plot(0,0,xlim=c(0,1),ylim=c(0,1),axes= FALSE,type = "n", asp=1)
Z <- image_load(img_data$path_to_image[i],
target_size = c(224,224))
Z <- image_to_array(Z)
rasterImage(Z/255, 0, 0, 1, 1)
text(0.5, 0.1, label = img_data$class_name[i], col = "red", cex=1)
text(0.5, 0.2, label = y_pred_name[i], col = "white", cex=1)
}
